{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "according-trash",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tushare as ts\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as api\n",
    "import statsmodels as sm\n",
    "import pandas as pd\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "reduced-registration",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "本接口即将停止更新，请尽快使用Pro版接口：https://waditu.com/document/2\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-01-04</td>\n",
       "      <td>3725.86</td>\n",
       "      <td>3470.41</td>\n",
       "      <td>3726.25</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-01-05</td>\n",
       "      <td>3382.18</td>\n",
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       "      <td>3518.22</td>\n",
       "      <td>3377.28</td>\n",
       "      <td>162116984.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-01-06</td>\n",
       "      <td>3482.41</td>\n",
       "      <td>3539.81</td>\n",
       "      <td>3543.74</td>\n",
       "      <td>3468.47</td>\n",
       "      <td>145966144.0</td>\n",
       "      <td>sz399300</td>\n",
       "    </tr>\n",
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      ],
      "text/plain": [
       "         date     open    close     high      low       volume      code\n",
       "0  2016-01-04  3725.86  3470.41  3726.25  3469.01  115370674.0  sz399300\n",
       "1  2016-01-05  3382.18  3478.78  3518.22  3377.28  162116984.0  sz399300\n",
       "2  2016-01-06  3482.41  3539.81  3543.74  3468.47  145966144.0  sz399300"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = ts.get_k_data('399300', index=True, start='2016-01-01', end='2016-12-31')\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "worst-vision",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "df['rtn'] = np.log(df['close']) - np.log(df['close'].shift(1))\n",
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "unavailable-technique",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      ],
      "text/plain": [
       "         date     open    close     high      low       volume      code  \\\n",
       "1  2016-01-05  3382.18  3478.78  3518.22  3377.28  162116984.0  sz399300   \n",
       "\n",
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     "metadata": {},
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   "source": [
    "df.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "bound-mixer",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 4320x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(60,10)) # 单位 ： inch  英寸  =4cm左右\n",
    "# figure.\n",
    "\n",
    "plt.plot(df.close)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ceramic-minnesota",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4320x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure = plt.figure(figsize=(60,10))\n",
    "# figure.\n",
    "\n",
    "plt.plot(df.rtn)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "continuing-iceland",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10,5))\n",
    "ax1 = fig.add_subplot(111)\n",
    "fig = api.graphics.tsa.plot_acf(df.rtn, ax = ax1, lags=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "revolutionary-crime",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AC</th>\n",
       "      <th>Q</th>\n",
       "      <th>P-value</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lag</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>-0.178514</td>\n",
       "      <td>7.839777</td>\n",
       "      <td>0.005111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>0.156326</td>\n",
       "      <td>13.876707</td>\n",
       "      <td>0.000970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>-0.099271</td>\n",
       "      <td>16.321298</td>\n",
       "      <td>0.000974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>0.056385</td>\n",
       "      <td>17.113263</td>\n",
       "      <td>0.001837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>-0.166990</td>\n",
       "      <td>24.088764</td>\n",
       "      <td>0.000209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>-0.026627</td>\n",
       "      <td>24.266859</td>\n",
       "      <td>0.000466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0</th>\n",
       "      <td>0.002090</td>\n",
       "      <td>24.267962</td>\n",
       "      <td>0.001022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>0.000263</td>\n",
       "      <td>24.267979</td>\n",
       "      <td>0.002066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>0.116595</td>\n",
       "      <td>27.726689</td>\n",
       "      <td>0.001059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.0</th>\n",
       "      <td>-0.006233</td>\n",
       "      <td>27.736615</td>\n",
       "      <td>0.001989</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            AC          Q   P-value\n",
       "lag                                \n",
       "1.0  -0.178514   7.839777  0.005111\n",
       "2.0   0.156326  13.876707  0.000970\n",
       "3.0  -0.099271  16.321298  0.000974\n",
       "4.0   0.056385  17.113263  0.001837\n",
       "5.0  -0.166990  24.088764  0.000209\n",
       "6.0  -0.026627  24.266859  0.000466\n",
       "7.0   0.002090  24.267962  0.001022\n",
       "8.0   0.000263  24.267979  0.002066\n",
       "9.0   0.116595  27.726689  0.001059\n",
       "10.0 -0.006233  27.736615  0.001989"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "m = 10\n",
    "acf, q, p = api.tsa.acf(df.rtn, nlags=m, qstat=True)\n",
    "out = np.c_[range(1,11), acf[1:], q, p]\n",
    "output = pd.DataFrame(out, columns=['lag', 'AC','Q','P-value'])\n",
    "output = output.set_index('lag')\n",
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "metric-freedom",
   "metadata": {},
   "outputs": [],
   "source": [
    "rtn = np.array(df['rtn'])\n",
    "model = sm.tsa.api.AR(rtn)\n",
    "\n",
    "fit_ar = model.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "quarterly-turner",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0d52a54518>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4))\n",
    "plt.plot(rtn, 'b', label='return')\n",
    "plt.plot(fit_ar.fittedvalues, 'r', label='ar_fit')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "atomic-conviction",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fit_ar.roots) # 特征方程的解"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "virtual-bhutan",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pi, sin, cos = np.pi, np.sin, np.cos\n",
    "r1 =1\n",
    "theta = np.linspace(0, 2*pi, 360)\n",
    "x1 = r1 * cos(theta)\n",
    "y1 = r1 * sin(theta)\n",
    "plt.figure(figsize=(6,6))\n",
    "plt.plot(x1, y1, 'k')\n",
    "\n",
    "roots = 1 / fit_ar.roots\n",
    "\n",
    "#画特征根\n",
    "\n",
    "for i in range(len(roots)):\n",
    "    plt.plot(roots[i].real, roots[i].imag, '.r', markersize=8)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "instructional-lunch",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
